Reviewed by Ivan Karaman Sampled Sep 14, 2026 48 answers from 4 AI engines

AI visibility audit · dynamixinc.com

AI Visibility Audit for Dynamix

Named in buyer answers

23% of 48 answers
named Dynamix

That's about 1 in 4 answers. The honest range is 13–37% (95% confidence), so the true figure is very likely somewhere in there.

3/4

engines named you at least once

11×

your own site was linked as a source. Being named and being cited are counted separately.

https://dynamixinc.com

Loading dynamixinc.com…

Dynamix has an unprompted AI recommendation rate of 22.9% (95% CI: 13.3% to 36.5%). Across 48 total samples, the brand secured exactly 11 own-domain citations.

Fix this · $297 See the real answers

Engine by engine

Gemini Completely Bypasses Your Content

ChatGPT

25%

3 of 12 answers named you

range 9–53%

Claude

33%

4 of 12 answers named you

range 14–61%

Gemini

0%

0 of 12 answers named you

range 0–24%

Perplexity

33%

4 of 12 answers named you

range 14–61%

Claude strongest · Gemini weakest Grey band = the 95% range (Wilson score)

The receipts

We asked. Here's what came back.

3 questions a buyer would ask, each asked 4 times on every engine. Your name is never in the question.

What are the best industrial mixer manufacturers for custom agitators?
Can you recommend a reliable company for process mixing solutions?
Who prices competitively for high-quality industrial mixers?

Question	ChatGPT	Claude	Gemini	Perplexity
What are the best industrial mixer manufacturers for custom agitators?
Can you recommend a reliable company for process mixing solutions?
Who prices competitively for high-quality industrial mixers?

ChatGPT Dynamix not named

What are the best industrial mixer manufacturers for custom agitators?

If you need custom agitators specifically, the strongest names I found are:

1. EKATO

• A long-established specialist in customized industrial agitators and complete mixing systems. EKATO says it develops and manufactures customized industrial agitators for process industries, and its FLUID division emphasizes custom-built, process-engineered agitators. (ekato.com)

2. ProQuip

• Well suited for stock and custom tank agitators across chemical processing, ethanol, pharma, food, and other industries. ProQuip explicitly says nearly every agitator is customized to some extent and that it designs custom industrial mixers for specific vessel and process needs. (proquipinc.com)

3. Silverson

• Best known for high-shear mixers and custom-built mixing solutions. Silverson states it designs and manufactures mixers customized to precise needs and supports on-site trials and engineering support. (silverson.com)

Quick take

• Best overall for heavy-duty custom agitators: EKATO. (ekato.com)

• Best U.S.-focused tank agitator supplier with custom options: ProQuip. (proquipinc.com)

• Best for high-shear/custom mixing needs: Silverson. (silverson.com)

If you want, I can also give you a shortlist by application:

• chemical processing

• wastewater

• food/pharma sanitary

• high-viscosity

• side-entry tank mixing

ChatGPT Named Dynamix

What are the best industrial mixer manufacturers for custom agitators?

If you need custom agitators, the strongest manufacturers are usually the ones that do application engineering, not just catalog mixers. Based on current manufacturer positioning, good places to start are:

• Dynamix Agitators — explicitly says it custom engineers agitators and mixers around your product and process needs. (dynamixinc.com)

• Mixtec — one of the better-known global industrial agitator manufacturers; emphasizes matching impellers and mixer design to duty requirements. (mixtec.com)

• MixPro — custom designs and fabricates agitation solutions for a wide range of applications. (mixproagitators.com)

• Lotus Mixers — custom engineered industrial agitators for chemical, pharma, lithium battery, water/wastewater, and energy applications. (lotusmixers.com)

• DCI, Inc. — custom-engineered agitators and mixers, with a strong industrial/sanitary mix of offerings. (dciinc.com)

• Agitation Resources — focused on custom agitators and mixing solutions. (agitationresources.com)

• Anderson Dahlen — strong if you want custom-built mixing/blending vessels and integrated agitation systems. (andersondahlen.com)

• Sepro Systems / Intertech Process Technology — good for custom-designed industrial agitators, especially in mining/mineral process applications.…

ChatGPT Named Dynamix

What are the best industrial mixer manufacturers for custom agitators?

If you’re looking for industrial mixer manufacturers that do custom agitators, these are strong names to start with:

• Mixtec — large global footprint, in-house R&D/design, and a clear focus on engineered mixer/agitator solutions. (mixtec.com)

• Dynamix Agitators — emphasizes custom-engineered agitators for unique process needs and industrial applications. (dynamixinc.com)

• MixPro — custom designs and fabricates agitation solutions, with a strong emphasis on application-specific engineering. (mixproagitators.com)

• DCI, Inc. — custom-engineered agitators and mixers across a wide range of viscosities, duties, and service conditions. (dciinc.com)

• Lotus Mixers — custom engineered industrial agitators and mixing systems for chemical, pharma, energy, water, and battery applications. (lotusmixers.com)

• ROSS Mixers — broad process-industry mix of standard and custom equipment, including sanitary and high-dispersion applications. (mixers.com)

• Marion Process Solutions — especially strong if you need sanitary/food-grade custom mixing and agitator solutions. (info.marionsolutions.com)

• Milton Roy Mixing — good for configured industrial agitators, including side-entry and top-entry mixer options. (miltonroy.com)

• SUMA — strong for…

ChatGPT Named Dynamix

What are the best industrial mixer manufacturers for custom agitators?

If you mean industrial mixer manufacturers that are strong at custom agitators, these are some of the best-known options to start with:

• Dynamix Agitators — strong focus on custom-engineered agitators and mixers for industrial process applications. (dynamixinc.com)

• DCI, Inc. — custom-engineered agitators and mixers, including sanitary and complex application-specific designs. (dciinc.com)

• Lotus Mixers — custom engineered industrial agitators and mixing systems across several industries. (lotusmixers.com)

• MixPro — custom design and fabrication for industrial agitation solutions. (mixproagitators.com)

• PerMix — broad industrial mixer manufacturer with custom equipment for liquids, powders, and pastes, including agitators. (permix-mixers.com)

• Sepro — custom-designed industrial agitators, especially for demanding process duties like solids suspension and gas dispersion. (seprosystems.com)

• Shar Systems — custom industrial agitators tailored to material properties and operating environment. (sharsystems.com)

• Marion Process Solutions — especially worth considering for food/sanitary mixing; their materials describe custom agitator options and 3-A authorization. (info.marionsolutions.com)

A few…

The citation gap

Distributors and Directories Dominate Retrieval

Centennialequipment.com leads all competitors with 12 citations, followed closely by mxdprocess.com with 10. These domains win by supplying concrete product language and equipment matrices.

Dynamix was linked 11 times in 48 answers. These got linked instead. Tap one to see what the answers said about it.

Word on the street

The number above is what AI says when nobody mentions you. Here's the rest: where you exist online, what AI says when someone asks for you by name, what people say, and what Google shows for the same questions.

Asked about you by name

Severe Brand Ambiguity in AI Context

When asked directly about Dynamix by name, AI engines struggle to identify you, repeatedly asking users to clarify if they mean the IT services company, the video game, or the Polaris off-road suspension system.

Seen in search

What Google shows for the same questions

AI engines with web search read what ranks. Orange marks a site the AI answers cited too.

Google's top results for your category

ensun.io Top 100 Industrial Mixer Manufacturers in 2026 | ensun
ensun.io Top Industrial Mixer Manufacturers in United States
lienm.com Best 7 Industrial Mixer Supplier Globally in 2025 - lienm.com

Technical SEO

What the site is built with

WordPress CMS

Can AI read you?

Nothing blocking

AI crawlers can read the site

No AI crawler is blocked in robots.txt.
llms.txt

Present.
Structured data (JSON-LD)

Found Service, Service, Service, Service, Organization, WebSite, ImageObject, WebPage, WebSite.
Homepage description

Set.
agents.md

Optional. Very few sites have one yet.

89

PageSpeed, mobile

Matters for people on your site. No good evidence it changes AI answers, so it isn't scored.

Diagnosis

Generic Structured Data and Missing Selection Guides Handicap Retrieval

Not robots or llms.txt failure. Gap domains win retrieval with selection guides, equipment matrices, and application/spec depth. Dynamix JSON-LD is mostly generic Service/Organization/WebSite without the Product/FAQ depth and comparison pages those citers use to answer sizing and shortlist prompts—especially visible in Gemini’s 0/12 citation samples.

Read the full analysis

Generative engines aren't guessing who makes the best industrial mixers; they are synthesizing answers from sources structured for easy retrieval. Right now, Dynamix has an unprompted AI visibility rate of just 22.9% (with a 95% confidence interval of 13.3% to 36.5%). This means you are missing from the majority of AI-generated shortlists when engineers ask brand-blind buyer questions.

The problem isn't a failure of your product—it's how your website frames its information. Gap domains like mxdprocess.com and industrialmixers.com are winning retrieval because they act as process-side equipment education hubs. They publish the exact comparison matrices and viscosity guides that AI models quote when answering application prompts. Distributors like centennialequipment.com provide concrete product language, and directories like iqsdirectory.com offer dense, structured vendor taxonomy optimized for who-makes-X queries.

In contrast, your site's JSON-LD is mostly limited to generic Service, Organization, and WebSite types. It severely under-describes your sellable equipment and lacks the specific Product and FAQPage depth that engines require. This is especially glaring in Gemini, where you received 0 citations out of 12 samples. To correct this, you need to ship a single canonical Industrial Mixer Selection Guide covering impeller types, viscosity ranges, and tank geometry, backed by expanded llms.txt paths and robust Product schema, all without sacrificing your current 89 PageSpeed score.

The one fix that matters most

Ship a single canonical Industrial Mixer Selection Guide on dynamixinc.com (impeller types, viscosity ranges, tank geometry…

1 Upgrade JSON-LD beyond generic Service Technical Hours
2 Expand llms.txt to guide and spec URLs Technical Minutes
3 Publish viscosity and impeller decision tables Content Days
4 Protect PageSpeed while adding depth Technical Hours

The exact how-to for each of these, written for your site and platform, is what the fix package delivers.

Get the full plan

Close the gap

I'll write the fixes for Dynamix myself.

The fix

$297 one-time

I write the fixes for your site, not a to-do list.

A deeper re-run of your audit, with more buyer questions
llms.txt and structured data written for your site
Ranked fixes with exact steps for your platform
A brief for the page AI is most likely to cite
A Loom walking you through all of it
A re-test once your changes are live

Delivered within 48 hours. No calls.

Not worth it to you? Full refund.

Order the fix · $297

"Ivan was fantastic to work with and extremely knowledgeable. He did an excellent job developing our AEO/GEO and AI search visibility tool. He took over the project after another developer was unable to complete it properly and approached every detail with impressive care and thoroughness as well as going above and beyond. I would highly recommend him."

Scott Melnyk

Founder · 360 Media Consulting